gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19133
Missing cells (%)	12.8%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	1.3 MiB
Average record size in memory	133.0 B

Variable types

Categorical	4
Text	5
Numeric	6

Dataset

Description	등록신청사업,영업구분,등록증번호,상호,법인여부,사업장 전화번호,소재지,소재지(도로명),우편번호,등록일자,유효기간만료일자,폐쇄일자,지점설립일자,본점여부,최근수정일자
Author	송파구
URL	https://data.seoul.go.kr/dataList/OA-11482/S/1/datasetView.do

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`등록일자` is highly overall correlated with `유효기간만료일자` and 3 other fields	High correlation
`유효기간만료일자` is highly overall correlated with `등록일자` and 3 other fields	High correlation
`폐쇄일자` is highly overall correlated with `등록일자` and 3 other fields	High correlation
`지점설립일자` is highly overall correlated with `등록일자` and 3 other fields	High correlation
`최근수정일자` is highly overall correlated with `등록일자` and 3 other fields	High correlation
`본점여부` is highly imbalanced (93.8%)	Imbalance
`등록증번호` has 166 (1.7%) missing values	Missing
`사업장 전화번호` has 3412 (34.1%) missing values	Missing
`소재지` has 298 (3.0%) missing values	Missing
`소재지(도로명)` has 4814 (48.1%) missing values	Missing
`우편번호` has 5576 (55.8%) missing values	Missing
`유효기간만료일자` has 2027 (20.3%) missing values	Missing
`폐쇄일자` has 1594 (15.9%) missing values	Missing
`지점설립일자` has 1246 (12.5%) missing values	Missing

Reproduction

Analysis started	2024-05-11 06:46:33.804360
Analysis finished	2024-05-11 06:47:41.130507
Duration	1 minute and 7.33 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

등록신청사업
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

대부업	6230
대부중개업	3359
<NA>	411

Length

Max length	5
Median length	3
Mean length	3.7129
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	대부업
2nd row	대부업
3rd row	대부업
4th row	대부중개업
5th row	대부중개업

Common Values

Value	Count	Frequency (%)
대부업	6230	62.3%
대부중개업	3359	33.6%
<NA>	411	4.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6230	62.3%
대부중개업	3359	33.6%
na	411	4.1%

영업구분
Categorical

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

폐업	3720
<NA>	2936
타시군구이관	1195
영업중	827
유효기간만료	807
Other values (2)	515

Length

Max length	6
Median length	4
Mean length	3.5743
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	유효기간만료
4th row	<NA>
5th row	폐업

Common Values

Value	Count	Frequency (%)
폐업	3720	37.2%
<NA>	2936	29.4%
타시군구이관	1195	11.9%
영업중	827	8.3%
유효기간만료	807	8.1%
직권취소	512	5.1%
갱신등록불가	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3720	37.2%
na	2936	29.4%
타시군구이관	1195	11.9%
영업중	827	8.3%
유효기간만료	807	8.1%
직권취소	512	5.1%
갱신등록불가	3	< 0.1%

등록증번호
Text

MISSING

Distinct	9804
Distinct (%)	99.7%
Missing	166
Missing (%)	1.7%
Memory size	156.2 KiB

Length

Max length	27
Median length	26
Mean length	19.50122
Min length	1

Characters and Unicode

Total characters	191775
Distinct characters	67
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9775 ?
Unique (%)	99.4%

Sample

1st row	2010-서울강남-0422
2nd row	2007-서울특별시-01327(대부업)
3rd row	2018-서울성동-022(대부업)
4th row	2008-서울특별시-01752(대부중개업)
5th row	2013-서울구로-018(대부중개업)

Value	Count	Frequency (%)
2012-서울특별시	16	0.2%
2010-서울	14	0.1%
2011-서울특별시	14	0.1%
2013-서울특별시	13	0.1%
2014-서울특별시	11	0.1%
2015-서울특별시	10	0.1%
2016-서울특별시	10	0.1%
대부업	8	0.1%
2017-서울특별시	7	0.1%
대부중개업	7	0.1%
Other values (9768)	9861	98.9%

Most occurring characters

Value	Count	Frequency (%)
0	33927	17.7%
-	19653	10.2%
2	15767	8.2%
1	11909	6.2%
서	10935	5.7%
울	9809	5.1%
대	8474	4.4%
(	8217	4.3%
부	8176	4.3%
)	8150	4.2%
Other values (57)	56758	29.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82682	43.1%
Other Letter	72936	38.0%
Dash Punctuation	19653	10.2%
Open Punctuation	8217	4.3%
Close Punctuation	8150	4.2%
Space Separator	137	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10935	15.0%
울	9809	13.4%
대	8474	11.6%
부	8176	11.2%
업	7936	10.9%
중	3472	4.8%
개	2886	4.0%
시	2495	3.4%
별	2487	3.4%
특	2486	3.4%
Other values (43)	13780	18.9%

Decimal Number

Value	Count	Frequency (%)
0	33927	41.0%
2	15767	19.1%
1	11909	14.4%
3	3688	4.5%
8	3095	3.7%
4	3056	3.7%
9	2827	3.4%
5	2822	3.4%
6	2806	3.4%
7	2785	3.4%

Dash Punctuation

Value	Count	Frequency (%)
-	19653	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8217	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8150	100.0%

Space Separator

Value	Count	Frequency (%)
	137	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	118839	62.0%
Hangul	72936	38.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10935	15.0%
울	9809	13.4%
대	8474	11.6%
부	8176	11.2%
업	7936	10.9%
중	3472	4.8%
개	2886	4.0%
시	2495	3.4%
별	2487	3.4%
특	2486	3.4%
Other values (43)	13780	18.9%

Common

Value	Count	Frequency (%)
0	33927	28.5%
-	19653	16.5%
2	15767	13.3%
1	11909	10.0%
(	8217	6.9%
)	8150	6.9%
3	3688	3.1%
8	3095	2.6%
4	3056	2.6%
9	2827	2.4%
Other values (4)	8550	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118839	62.0%
Hangul	72936	38.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33927	28.5%
-	19653	16.5%
2	15767	13.3%
1	11909	10.0%
(	8217	6.9%
)	8150	6.9%
3	3688	3.1%
8	3095	2.6%
4	3056	2.6%
9	2827	2.4%
Other values (4)	8550	7.2%

Hangul

Value	Count	Frequency (%)
서	10935	15.0%
울	9809	13.4%
대	8474	11.6%
부	8176	11.2%
업	7936	10.9%
중	3472	4.8%
개	2886	4.0%
시	2495	3.4%
별	2487	3.4%
특	2486	3.4%
Other values (43)	13780	18.9%

상호
Text

Distinct	8709
Distinct (%)	87.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	40
Median length	33
Mean length	7.7542
Min length	1

Characters and Unicode

Total characters	77542
Distinct characters	777
Distinct categories	12 ?
Distinct scripts	4 ?
Distinct blocks	6 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7652 ?
Unique (%)	76.5%

Sample

1st row	디비에스대부 유한회사
2nd row	성지대부
3rd row	한울타리대부
4th row	신성캐피탈
5th row	새빛금융대부

Value	Count	Frequency (%)
주식회사	831	7.0%
대부	302	2.5%
대부중개	295	2.5%
유한회사	64	0.5%
캐피탈	21	0.2%
대부업	15	0.1%
전당포	13	0.1%
money	11	0.1%
주	10	0.1%
loan	10	0.1%
Other values (8720)	10338	86.8%

Most occurring characters

Value	Count	Frequency (%)
대	8541	11.0%
부	8169	10.5%
주	2756	3.6%
이	2280	2.9%
개	2082	2.7%
중	2054	2.6%
스	1941	2.5%
)	1938	2.5%
(	1927	2.5%
	1915	2.5%
Other values (767)	43939	56.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	67837	87.5%
Uppercase Letter	2260	2.9%
Close Punctuation	1938	2.5%
Open Punctuation	1927	2.5%
Space Separator	1915	2.5%
Lowercase Letter	1113	1.4%
Decimal Number	272	0.4%
Other Punctuation	234	0.3%
Dash Punctuation	30	< 0.1%
Other Symbol	11	< 0.1%
Other values (2)	5	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8541	12.6%
부	8169	12.0%
주	2756	4.1%
이	2280	3.4%
개	2082	3.1%
중	2054	3.0%
스	1941	2.9%
사	1371	2.0%
피	1124	1.7%
회	1051	1.5%
Other values (691)	36468	53.8%

Uppercase Letter

Value	Count	Frequency (%)
S	311	13.8%
K	209	9.2%
J	193	8.5%
C	187	8.3%
M	174	7.7%
H	142	6.3%
D	91	4.0%
B	85	3.8%
L	84	3.7%
G	83	3.7%
Other values (16)	701	31.0%

Lowercase Letter

Value	Count	Frequency (%)
e	149	13.4%
n	132	11.9%
o	111	10.0%
a	107	9.6%
i	68	6.1%
s	65	5.8%
t	64	5.8%
c	54	4.9%
r	48	4.3%
m	46	4.1%
Other values (15)	269	24.2%

Decimal Number

Value	Count	Frequency (%)
1	89	32.7%
2	42	15.4%
4	34	12.5%
9	24	8.8%
3	21	7.7%
5	21	7.7%
6	18	6.6%
7	10	3.7%
0	8	2.9%
8	5	1.8%

Other Punctuation

Value	Count	Frequency (%)
.	125	53.4%
&	92	39.3%
?	7	3.0%
,	5	2.1%
*	2	0.9%
＆	1	0.4%
'	1	0.4%
/	1	0.4%

Close Punctuation

Value	Count	Frequency (%)
)	1938	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1927	100.0%

Space Separator

Value	Count	Frequency (%)
	1915	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	30	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	11	100.0%

Math Symbol

Value	Count	Frequency (%)
~	4	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	67830	87.5%
Common	6320	8.2%
Latin	3374	4.4%
Han	18	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8541	12.6%
부	8169	12.0%
주	2756	4.1%
이	2280	3.4%
개	2082	3.1%
중	2054	3.0%
스	1941	2.9%
사	1371	2.0%
피	1124	1.7%
회	1051	1.5%
Other values (674)	36461	53.8%

Latin

Value	Count	Frequency (%)
S	311	9.2%
K	209	6.2%
J	193	5.7%
C	187	5.5%
M	174	5.2%
e	149	4.4%
H	142	4.2%
n	132	3.9%
o	111	3.3%
a	107	3.2%
Other values (42)	1659	49.2%

Common

Value	Count	Frequency (%)
)	1938	30.7%
(	1927	30.5%
	1915	30.3%
.	125	2.0%
&	92	1.5%
1	89	1.4%
2	42	0.7%
4	34	0.5%
-	30	0.5%
9	24	0.4%
Other values (13)	104	1.6%

Han

Value	Count	Frequency (%)
利	1	5.6%
昇	1	5.6%
天	1	5.6%
地	1	5.6%
多	1	5.6%
道	1	5.6%
靑	1	5.6%
趙	1	5.6%
鄭	1	5.6%
福	1	5.6%
Other values (8)	8	44.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	67818	87.5%
ASCII	9692	12.5%
CJK	18	< 0.1%
None	12	< 0.1%
Compat Jamo	1	< 0.1%
Number Forms	1	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8541	12.6%
부	8169	12.0%
주	2756	4.1%
이	2280	3.4%
개	2082	3.1%
중	2054	3.0%
스	1941	2.9%
사	1371	2.0%
피	1124	1.7%
회	1051	1.5%
Other values (672)	36449	53.7%

ASCII

Value	Count	Frequency (%)
)	1938	20.0%
(	1927	19.9%
	1915	19.8%
S	311	3.2%
K	209	2.2%
J	193	2.0%
C	187	1.9%
M	174	1.8%
e	149	1.5%
H	142	1.5%
Other values (63)	2547	26.3%

None

Value	Count	Frequency (%)
㈜	11	91.7%
＆	1	8.3%

CJK

Value	Count	Frequency (%)
利	1	5.6%
昇	1	5.6%
天	1	5.6%
地	1	5.6%
多	1	5.6%
道	1	5.6%
靑	1	5.6%
趙	1	5.6%
鄭	1	5.6%
福	1	5.6%
Other values (8)	8	44.4%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	1	100.0%

Number Forms

Value	Count	Frequency (%)
Ⅱ	1	100.0%

법인여부
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

개인	7111
법인	2889

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	법인
2nd row	개인
3rd row	개인
4th row	개인
5th row	개인

Common Values

Value	Count	Frequency (%)
개인	7111	71.1%
법인	2889	28.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7111	71.1%
법인	2889	28.9%

사업장 전화번호
Text

MISSING

Distinct	5807
Distinct (%)	88.1%
Missing	3412
Missing (%)	34.1%
Memory size	156.2 KiB

Length

Max length	41
Median length	40
Mean length	10.620219
Min length	1

Characters and Unicode

Total characters	69966
Distinct characters	38
Distinct categories	10 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5188 ?
Unique (%)	78.7%

Sample

1st row	07082465607
2nd row	025392063
3rd row	02-466-7706
4th row	02 948 1101
5th row	.

Value	Count	Frequency (%)
02	297	4.0%
	76	1.0%
070	34	0.5%
010	10	0.1%
1688	7	0.1%
2212	6	0.1%
02-737-2882	6	0.1%
2209	6	0.1%
1566	5	0.1%
1644	5	0.1%
Other values (6114)	6967	93.9%

Most occurring characters

Value	Count	Frequency (%)
0	11402	16.3%
2	10153	14.5%
-	7051	10.1%
5	5955	8.5%
7	5465	7.8%
1	5057	7.2%
3	4969	7.1%
6	4946	7.1%
8	4835	6.9%
4	4815	6.9%
Other values (28)	5318	7.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	61639	88.1%
Dash Punctuation	7051	10.1%
Space Separator	940	1.3%
Other Punctuation	186	0.3%
Close Punctuation	70	0.1%
Math Symbol	30	< 0.1%
Open Punctuation	27	< 0.1%
Other Letter	20	< 0.1%
Uppercase Letter	2	< 0.1%
Modifier Symbol	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
음	3	15.0%
없	3	15.0%
회	1	5.0%
등	1	5.0%
미	1	5.0%
사	1	5.0%
주	1	5.0%
식	1	5.0%
부	1	5.0%
대	1	5.0%
Other values (6)	6	30.0%

Decimal Number

Value	Count	Frequency (%)
0	11402	18.5%
2	10153	16.5%
5	5955	9.7%
7	5465	8.9%
1	5057	8.2%
3	4969	8.1%
6	4946	8.0%
8	4835	7.8%
4	4815	7.8%
9	4042	6.6%

Other Punctuation

Value	Count	Frequency (%)
*	108	58.1%
/	42	22.6%
.	36	19.4%

Math Symbol

Value	Count	Frequency (%)
~	29	96.7%
×	1	3.3%

Uppercase Letter

Value	Count	Frequency (%)
T	1	50.0%
K	1	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	7051	100.0%

Space Separator

Value	Count	Frequency (%)
	940	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	70	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	27	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69944	> 99.9%
Hangul	20	< 0.1%
Latin	2	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11402	16.3%
2	10153	14.5%
-	7051	10.1%
5	5955	8.5%
7	5465	7.8%
1	5057	7.2%
3	4969	7.1%
6	4946	7.1%
8	4835	6.9%
4	4815	6.9%
Other values (10)	5296	7.6%

Hangul

Value	Count	Frequency (%)
음	3	15.0%
없	3	15.0%
회	1	5.0%
등	1	5.0%
미	1	5.0%
사	1	5.0%
주	1	5.0%
식	1	5.0%
부	1	5.0%
대	1	5.0%
Other values (6)	6	30.0%

Latin

Value	Count	Frequency (%)
T	1	50.0%
K	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69945	> 99.9%
Hangul	20	< 0.1%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11402	16.3%
2	10153	14.5%
-	7051	10.1%
5	5955	8.5%
7	5465	7.8%
1	5057	7.2%
3	4969	7.1%
6	4946	7.1%
8	4835	6.9%
4	4815	6.9%
Other values (11)	5297	7.6%

Hangul

Value	Count	Frequency (%)
음	3	15.0%
없	3	15.0%
회	1	5.0%
등	1	5.0%
미	1	5.0%
사	1	5.0%
주	1	5.0%
식	1	5.0%
부	1	5.0%
대	1	5.0%
Other values (6)	6	30.0%

None

Value	Count	Frequency (%)
×	1	100.0%

소재지
Text

MISSING

Distinct	8672
Distinct (%)	89.4%
Missing	298
Missing (%)	3.0%
Memory size	156.2 KiB

Length

Max length	65
Median length	50
Mean length	31.500206
Min length	15

Characters and Unicode

Total characters	305615
Distinct characters	619
Distinct categories	12 ?
Distinct scripts	4 ?
Distinct blocks	6 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7938 ?
Unique (%)	81.8%

Sample

1st row	서울특별시 강남구 논현동 201번지 6호 노벨테크빌딩4층
2nd row	서울특별시 강남구 역삼동 642-16 성지2차 509호
3rd row	서울특별시 성동구 성수동2가 277번지 17호 성수아카데미타워
4th row	서울특별시 중랑구 묵동 171-21 401호
5th row	서울특별시 구로구 천왕동 176번지 골드프라자-305

Value	Count	Frequency (%)
서울특별시	9699	17.0%
강남구	1663	2.9%
서초구	994	1.7%
역삼동	756	1.3%
1호	684	1.2%
송파구	619	1.1%
서초동	594	1.0%
중구	509	0.9%
2호	483	0.8%
영등포구	471	0.8%
Other values (9445)	40728	71.2%

Most occurring characters

Value	Count	Frequency (%)
	67774	22.2%
1	13430	4.4%
서	12122	4.0%
동	11069	3.6%
구	10483	3.4%
시	9968	3.3%
울	9752	3.2%
별	9709	3.2%
특	9702	3.2%
2	8812	2.9%
Other values (609)	142794	46.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	167395	54.8%
Space Separator	67774	22.2%
Decimal Number	63311	20.7%
Dash Punctuation	5430	1.8%
Uppercase Letter	1116	0.4%
Other Punctuation	232	0.1%
Close Punctuation	107	< 0.1%
Lowercase Letter	107	< 0.1%
Open Punctuation	103	< 0.1%
Letter Number	29	< 0.1%
Other values (2)	11	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	12122	7.2%
동	11069	6.6%
구	10483	6.3%
시	9968	6.0%
울	9752	5.8%
별	9709	5.8%
특	9702	5.8%
호	8621	5.2%
지	8510	5.1%
번	7973	4.8%
Other values (535)	69486	41.5%

Uppercase Letter

Value	Count	Frequency (%)
B	246	22.0%
A	212	19.0%
D	77	6.9%
S	75	6.7%
I	52	4.7%
T	48	4.3%
C	47	4.2%
K	46	4.1%
L	34	3.0%
E	31	2.8%
Other values (16)	248	22.2%

Lowercase Letter

Value	Count	Frequency (%)
e	22	20.6%
n	15	14.0%
i	11	10.3%
r	8	7.5%
t	7	6.5%
l	7	6.5%
c	5	4.7%
s	5	4.7%
u	5	4.7%
a	5	4.7%
Other values (10)	17	15.9%

Decimal Number

Value	Count	Frequency (%)
1	13430	21.2%
2	8812	13.9%
0	7910	12.5%
3	7049	11.1%
4	5822	9.2%
5	4864	7.7%
6	4591	7.3%
7	4160	6.6%
8	3337	5.3%
9	3336	5.3%

Other Punctuation

Value	Count	Frequency (%)
,	93	40.1%
/	80	34.5%
.	52	22.4%
？	4	1.7%
;	1	0.4%
#	1	0.4%
@	1	0.4%

Letter Number

Value	Count	Frequency (%)
Ⅱ	19	65.5%
Ⅰ	5	17.2%
Ⅲ	5	17.2%

Math Symbol

Value	Count	Frequency (%)
~	8	80.0%
>	1	10.0%
<	1	10.0%

Space Separator

Value	Count	Frequency (%)
	67774	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5430	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	107	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	103	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	167394	54.8%
Common	136967	44.8%
Latin	1252	0.4%
Han	2	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	12122	7.2%
동	11069	6.6%
구	10483	6.3%
시	9968	6.0%
울	9752	5.8%
별	9709	5.8%
특	9702	5.8%
호	8621	5.2%
지	8510	5.1%
번	7973	4.8%
Other values (534)	69485	41.5%

Latin

Value	Count	Frequency (%)
B	246	19.6%
A	212	16.9%
D	77	6.2%
S	75	6.0%
I	52	4.2%
T	48	3.8%
C	47	3.8%
K	46	3.7%
L	34	2.7%
E	31	2.5%
Other values (39)	384	30.7%

Common

Value	Count	Frequency (%)
	67774	49.5%
1	13430	9.8%
2	8812	6.4%
0	7910	5.8%
3	7049	5.1%
4	5822	4.3%
-	5430	4.0%
5	4864	3.6%
6	4591	3.4%
7	4160	3.0%
Other values (14)	7125	5.2%

Han

Value	Count	Frequency (%)
塘	1	50.0%
金	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	167393	54.8%
ASCII	138186	45.2%
Number Forms	29	< 0.1%
None	5	< 0.1%
CJK	1	< 0.1%
CJK Compat Ideographs	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67774	49.0%
1	13430	9.7%
2	8812	6.4%
0	7910	5.7%
3	7049	5.1%
4	5822	4.2%
-	5430	3.9%
5	4864	3.5%
6	4591	3.3%
7	4160	3.0%
Other values (59)	8344	6.0%

Hangul

Value	Count	Frequency (%)
서	12122	7.2%
동	11069	6.6%
구	10483	6.3%
시	9968	6.0%
울	9752	5.8%
별	9709	5.8%
특	9702	5.8%
호	8621	5.2%
지	8510	5.1%
번	7973	4.8%
Other values (533)	69484	41.5%

Number Forms

Value	Count	Frequency (%)
Ⅱ	19	65.5%
Ⅰ	5	17.2%
Ⅲ	5	17.2%

None

Value	Count	Frequency (%)
？	4	80.0%
㈜	1	20.0%

CJK

Value	Count	Frequency (%)
塘	1	100.0%

CJK Compat Ideographs

Value	Count	Frequency (%)
金	1	100.0%

소재지(도로명)
Text

MISSING

Distinct	4746
Distinct (%)	91.5%
Missing	4814
Missing (%)	48.1%
Memory size	156.2 KiB

Length

Max length	67
Median length	57
Mean length	37.228114
Min length	22

Characters and Unicode

Total characters	193065
Distinct characters	614
Distinct categories	11 ?
Distinct scripts	4 ?
Distinct blocks	6 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4353 ?
Unique (%)	83.9%

Sample

1st row	서울특별시 성동구 성수이로 118, 성수아카데미타워 13층 1316호 (성수동2가)
2nd row	서울특별시 종로구 종로 145-1 (종로3가)
3rd row	서울특별시 강남구 논현로18길 14-15, 302호 (개포동, 에이스빌라)
4th row	서울특별시 양천구 국회대로 252, 408호 (신정동)
5th row	서울특별시 양천구 중앙로46길 31-3, 1층 (신정동)

Value	Count	Frequency (%)
서울특별시	5186	14.1%
강남구	973	2.6%
서초구	596	1.6%
2층	454	1.2%
역삼동	441	1.2%
3층	387	1.1%
서초동	386	1.1%
영등포구	331	0.9%
송파구	322	0.9%
4층	310	0.8%
Other values (6602)	27365	74.5%

Most occurring characters

Value	Count	Frequency (%)
	31588	16.4%
1	7335	3.8%
,	7132	3.7%
서	6911	3.6%
동	6727	3.5%
구	5707	3.0%
로	5704	3.0%
시	5395	2.8%
2	5331	2.8%
울	5242	2.7%
Other values (604)	105993	54.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	107518	55.7%
Decimal Number	34338	17.8%
Space Separator	31588	16.4%
Other Punctuation	7147	3.7%
Close Punctuation	5236	2.7%
Open Punctuation	5234	2.7%
Dash Punctuation	1035	0.5%
Uppercase Letter	829	0.4%
Lowercase Letter	98	0.1%
Letter Number	27	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	6911	6.4%
동	6727	6.3%
구	5707	5.3%
로	5704	5.3%
시	5395	5.0%
울	5242	4.9%
별	5195	4.8%
특	5188	4.8%
호	4238	3.9%
길	2681	2.5%
Other values (533)	54530	50.7%

Uppercase Letter

Value	Count	Frequency (%)
B	167	20.1%
A	116	14.0%
S	71	8.6%
C	49	5.9%
T	45	5.4%
I	39	4.7%
K	37	4.5%
E	35	4.2%
L	31	3.7%
G	30	3.6%
Other values (15)	209	25.2%

Lowercase Letter

Value	Count	Frequency (%)
e	19	19.4%
i	13	13.3%
n	12	12.2%
r	8	8.2%
t	7	7.1%
l	6	6.1%
c	5	5.1%
b	5	5.1%
s	3	3.1%
u	3	3.1%
Other values (10)	17	17.3%

Decimal Number

Value	Count	Frequency (%)
1	7335	21.4%
2	5331	15.5%
0	4428	12.9%
3	4150	12.1%
4	2960	8.6%
5	2660	7.7%
6	2194	6.4%
7	1980	5.8%
8	1750	5.1%
9	1550	4.5%

Other Punctuation

Value	Count	Frequency (%)
,	7132	99.8%
.	8	0.1%
@	3	< 0.1%
?	2	< 0.1%
？	1	< 0.1%
/	1	< 0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	17	63.0%
Ⅰ	5	18.5%
Ⅲ	5	18.5%

Math Symbol

Value	Count	Frequency (%)
~	13	86.7%
<	1	6.7%
>	1	6.7%

Space Separator

Value	Count	Frequency (%)
	31588	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5236	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5234	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1035	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	107514	55.7%
Common	84593	43.8%
Latin	954	0.5%
Han	4	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	6911	6.4%
동	6727	6.3%
구	5707	5.3%
로	5704	5.3%
시	5395	5.0%
울	5242	4.9%
별	5195	4.8%
특	5188	4.8%
호	4238	3.9%
길	2681	2.5%
Other values (530)	54526	50.7%

Latin

Value	Count	Frequency (%)
B	167	17.5%
A	116	12.2%
S	71	7.4%
C	49	5.1%
T	45	4.7%
I	39	4.1%
K	37	3.9%
E	35	3.7%
L	31	3.2%
G	30	3.1%
Other values (38)	334	35.0%

Common

Value	Count	Frequency (%)
	31588	37.3%
1	7335	8.7%
,	7132	8.4%
2	5331	6.3%
)	5236	6.2%
(	5234	6.2%
0	4428	5.2%
3	4150	4.9%
4	2960	3.5%
5	2660	3.1%
Other values (13)	8539	10.1%

Han

Value	Count	Frequency (%)
家	2	50.0%
塘	1	25.0%
金	1	25.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	107514	55.7%
ASCII	85519	44.3%
Number Forms	27	< 0.1%
CJK	3	< 0.1%
None	1	< 0.1%
CJK Compat Ideographs	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31588	36.9%
1	7335	8.6%
,	7132	8.3%
2	5331	6.2%
)	5236	6.1%
(	5234	6.1%
0	4428	5.2%
3	4150	4.9%
4	2960	3.5%
5	2660	3.1%
Other values (57)	9465	11.1%

Hangul

Value	Count	Frequency (%)
서	6911	6.4%
동	6727	6.3%
구	5707	5.3%
로	5704	5.3%
시	5395	5.0%
울	5242	4.9%
별	5195	4.8%
특	5188	4.8%
호	4238	3.9%
길	2681	2.5%
Other values (530)	54526	50.7%

Number Forms

Value	Count	Frequency (%)
Ⅱ	17	63.0%
Ⅰ	5	18.5%
Ⅲ	5	18.5%

CJK

Value	Count	Frequency (%)
家	2	66.7%
塘	1	33.3%

None

Value	Count	Frequency (%)
？	1	100.0%

CJK Compat Ideographs

Value	Count	Frequency (%)
金	1	100.0%

우편번호
Real number (ℝ)

MISSING

Distinct	1342
Distinct (%)	30.3%
Missing	5576
Missing (%)	55.8%
Infinite	0
Infinite (%)	0.0%
Mean	136242.23

Minimum	3163
Maximum	410762
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	3163
5-th percentile	110043.15
Q1	132030
median	135997
Q3	142876
95-th percentile	157030
Maximum	410762
Range	407599
Interquartile range (IQR)	10846

Descriptive statistics

Standard deviation	15480.35
Coefficient of variation (CV)	0.11362373
Kurtosis	51.991326
Mean	136242.23
Median Absolute Deviation (MAD)	4876
Skewness	1.0992382
Sum	6.0273561 × 10⁸
Variance	2.3964124 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135080	177	1.8%
137070	147	1.5%
135010	68	0.7%
157010	59	0.6%
152050	50	0.5%
151015	47	0.5%
151050	46	0.5%
158090	44	0.4%
130100	39	0.4%
142100	39	0.4%
Other values (1332)	3708	37.1%
(Missing)	5576	55.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3163	1	< 0.1%
4526	1	< 0.1%
4534	1	< 0.1%
4538	1	< 0.1%
4554	1	< 0.1%
5510	1	< 0.1%
7327	1	< 0.1%
100011	3	< 0.1%
100012	2	< 0.1%
100015	2	< 0.1%

Value	Count	Frequency (%)
410762	1	< 0.1%
410380	1	< 0.1%
158871	2	< 0.1%
158864	4	< 0.1%
158860	4	< 0.1%
158859	4	< 0.1%
158858	1	< 0.1%
158856	1	< 0.1%
158849	1	< 0.1%
158842	1	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3520
Distinct (%)	35.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20136681

Minimum	20030519
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20030519
5-th percentile	20070906
Q1	20091209
median	20130214
Q3	20170706
95-th percentile	20230221
Maximum	20240510
Range	209991
Interquartile range (IQR)	79497.25

Descriptive statistics

Standard deviation	48740.259
Coefficient of variation (CV)	0.0024204713
Kurtosis	-0.88322208
Mean	20136681
Median Absolute Deviation (MAD)	39390
Skewness	0.47348647
Sum	2.0136681 × 10¹¹
Variance	2.3756129 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080814	34	0.3%
20080818	20	0.2%
20090611	20	0.2%
20090507	17	0.2%
20080731	16	0.2%
20081229	14	0.1%
20090619	14	0.1%
20080926	14	0.1%
20090330	13	0.1%
20090520	13	0.1%
Other values (3510)	9825	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20030519	1	< 0.1%
20060306	1	< 0.1%
20060310	1	< 0.1%
20060320	2	< 0.1%
20060324	1	< 0.1%
20060329	1	< 0.1%
20060331	1	< 0.1%
20060407	1	< 0.1%
20060410	3	< 0.1%
20060411	1	< 0.1%

Value	Count	Frequency (%)
20240510	2	< 0.1%
20240507	3	< 0.1%
20240503	2	< 0.1%
20240502	2	< 0.1%
20240430	1	< 0.1%
20240425	1	< 0.1%
20240424	4	< 0.1%
20240423	1	< 0.1%
20240422	2	< 0.1%
20240418	1	< 0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3274
Distinct (%)	41.1%
Missing	2027
Missing (%)	20.3%
Infinite	0
Infinite (%)	0.0%
Mean	20180965

Minimum	20091116
Maximum	20270510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20091116
5-th percentile	20120325
Q1	20141011
median	20171215
Q3	20211213
95-th percentile	20260512
Maximum	20270510
Range	179394
Interquartile range (IQR)	70202

Descriptive statistics

Standard deviation	44484.917
Coefficient of variation (CV)	0.0022043008
Kurtosis	-0.96470709
Mean	20180965
Median Absolute Deviation (MAD)	30600
Skewness	0.3425831
Sum	1.6090283 × 10¹¹
Variance	1.9789078 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20140831	14	0.1%
20110831	13	0.1%
20141108	12	0.1%
20150426	11	0.1%
20190613	11	0.1%
20140808	11	0.1%
20140711	11	0.1%
20140615	10	0.1%
20160102	10	0.1%
20120330	10	0.1%
Other values (3264)	7860	78.6%
(Missing)	2027	20.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20091116	1	< 0.1%
20100117	1	< 0.1%
20100219	1	< 0.1%
20100323	2	< 0.1%
20100326	1	< 0.1%
20100418	2	< 0.1%
20100419	1	< 0.1%
20100427	1	< 0.1%
20100501	1	< 0.1%
20100511	1	< 0.1%

Value	Count	Frequency (%)
20270510	2	< 0.1%
20270507	3	< 0.1%
20270503	2	< 0.1%
20270502	2	< 0.1%
20270430	1	< 0.1%
20270425	1	< 0.1%
20270424	4	< 0.1%
20270423	1	< 0.1%
20270422	1	< 0.1%
20270421	1	< 0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3111
Distinct (%)	37.0%
Missing	1594
Missing (%)	15.9%
Infinite	0
Infinite (%)	0.0%
Mean	20141741

Minimum	20050517
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20050517
5-th percentile	20090908
Q1	20110407
median	20130719
Q3	20170412
95-th percentile	20220925
Maximum	20240510
Range	189993
Interquartile range (IQR)	60005.5

Descriptive statistics

Standard deviation	40795.653
Coefficient of variation (CV)	0.0020254283
Kurtosis	-0.53625199
Mean	20141741
Median Absolute Deviation (MAD)	29792
Skewness	0.69695799
Sum	1.6931148 × 10¹¹
Variance	1.6642853 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	210	2.1%
20100927	64	0.6%
20110420	24	0.2%
20160725	23	0.2%
20111007	22	0.2%
20101213	20	0.2%
20110901	18	0.2%
20120420	16	0.2%
20101126	15	0.1%
20101228	15	0.1%
Other values (3101)	7979	79.8%
(Missing)	1594	15.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20050517	1	< 0.1%
20060920	1	< 0.1%
20071030	1	< 0.1%
20071115	1	< 0.1%
20081212	1	< 0.1%
20090116	1	< 0.1%
20090219	1	< 0.1%
20090220	1	< 0.1%
20090305	1	< 0.1%
20090307	1	< 0.1%

Value	Count	Frequency (%)
20240510	2	< 0.1%
20240507	2	< 0.1%
20240503	2	< 0.1%
20240502	1	< 0.1%
20240430	5	0.1%
20240429	1	< 0.1%
20240426	1	< 0.1%
20240423	1	< 0.1%
20240422	4	< 0.1%
20240419	1	< 0.1%

지점설립일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3536
Distinct (%)	40.4%
Missing	1246
Missing (%)	12.5%
Infinite	0
Infinite (%)	0.0%
Mean	20135072

Minimum	19050627
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	19050627
5-th percentile	20070201
Q1	20100503
median	20130403
Q3	20170413
95-th percentile	20220510
Maximum	20240510
Range	1189883
Interquartile range (IQR)	69910

Descriptive statistics

Standard deviation	50070.619
Coefficient of variation (CV)	0.0024867366
Kurtosis	50.954225
Mean	20135072
Median Absolute Deviation (MAD)	30427
Skewness	-2.2785833
Sum	1.7626242 × 10¹¹
Variance	2.5070669 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20090611	23	0.2%
20090520	21	0.2%
20090507	18	0.2%
20090820	18	0.2%
20090514	17	0.2%
20111108	15	0.1%
20090511	15	0.1%
20090528	15	0.1%
20100407	14	0.1%
20100524	14	0.1%
Other values (3526)	8584	85.8%
(Missing)	1246	12.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19050627	2	< 0.1%
19660705	1	< 0.1%
19670425	1	< 0.1%
19940223	1	< 0.1%
19940418	1	< 0.1%
19950103	1	< 0.1%
19950501	1	< 0.1%
19950711	1	< 0.1%
19970301	1	< 0.1%
19970410	1	< 0.1%

Value	Count	Frequency (%)
20240510	1	< 0.1%
20240502	1	< 0.1%
20240430	1	< 0.1%
20240425	1	< 0.1%
20240423	1	< 0.1%
20240422	1	< 0.1%
20240415	1	< 0.1%
20240411	3	< 0.1%
20240409	1	< 0.1%
20240408	2	< 0.1%

본점여부
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

본점	9928
지점	72

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	본점
2nd row	본점
3rd row	본점
4th row	본점
5th row	본점

Common Values

Value	Count	Frequency (%)
본점	9928	99.3%
지점	72	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
본점	9928	99.3%
지점	72	0.7%

최근수정일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3184
Distinct (%)	31.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20152772

Minimum	20090518
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20090518
5-th percentile	20091118
Q1	20110928
median	20140806
Q3	20190327
95-th percentile	20231020
Maximum	20240510
Range	149992
Interquartile range (IQR)	79399.25

Descriptive statistics

Standard deviation	45917.104
Coefficient of variation (CV)	0.0022784511
Kurtosis	-1.0507731
Mean	20152772
Median Absolute Deviation (MAD)	30477.5
Skewness	0.4556377
Sum	2.0152772 × 10¹¹
Variance	2.1083804 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	83	0.8%
20091118	55	0.5%
20090609	55	0.5%
20100927	46	0.5%
20100330	45	0.4%
20110425	39	0.4%
20130621	37	0.4%
20091116	34	0.3%
20090622	33	0.3%
20091119	31	0.3%
Other values (3174)	9542	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090518	2	< 0.1%
20090519	1	< 0.1%
20090521	1	< 0.1%
20090601	2	< 0.1%
20090602	2	< 0.1%
20090603	10	0.1%
20090604	15	0.1%
20090605	4	< 0.1%
20090608	5	0.1%
20090609	55	0.5%

Value	Count	Frequency (%)
20240510	6	0.1%
20240509	2	< 0.1%
20240508	4	< 0.1%
20240507	10	0.1%
20240503	10	0.1%
20240502	6	0.1%
20240501	5	0.1%
20240430	7	0.1%
20240429	5	0.1%
20240426	1	< 0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
등록신청사업	1.000	0.113	0.020	0.020	0.159	0.150	0.201	0.142	0.006	0.160
영업구분	0.113	1.000	0.297	0.072	0.636	0.622	0.184	0.224	0.071	0.545
법인여부	0.020	0.297	1.000	0.049	0.266	0.290	0.263	0.290	0.186	0.347
우편번호	0.020	0.072	0.049	1.000	0.165	0.169	0.242	0.073	0.000	0.254
등록일자	0.159	0.636	0.266	0.165	1.000	0.964	0.860	0.663	0.074	0.855
유효기간만료일자	0.150	0.622	0.290	0.169	0.964	1.000	0.845	0.667	0.078	0.841
폐쇄일자	0.201	0.184	0.263	0.242	0.860	0.845	1.000	0.679	0.077	0.985
지점설립일자	0.142	0.224	0.290	0.073	0.663	0.667	0.679	1.000	0.038	0.686
본점여부	0.006	0.071	0.186	0.000	0.074	0.078	0.077	0.038	1.000	0.108
최근수정일자	0.160	0.545	0.347	0.254	0.855	0.841	0.985	0.686	0.108	1.000

Heatmap
Table

	본점여부	등록신청사업	법인여부	영업구분
본점여부	1.000	0.004	0.119	0.051
등록신청사업	0.004	1.000	0.012	0.081
법인여부	0.119	0.012	1.000	0.213
영업구분	0.051	0.081	0.213	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	0.034	0.013	0.056	0.054	0.044	0.008	0.052	0.025	0.000
등록일자	0.034	1.000	0.996	0.959	0.922	0.965	0.158	0.378	0.266	0.073
유효기간만료일자	0.013	0.996	1.000	0.962	0.893	0.965	0.115	0.389	0.223	0.059
폐쇄일자	0.056	0.959	0.962	1.000	0.900	0.990	0.154	0.107	0.202	0.059
지점설립일자	0.054	0.922	0.893	0.900	1.000	0.892	0.127	0.305	0.327	0.000
최근수정일자	0.044	0.965	0.965	0.990	0.892	1.000	0.123	0.307	0.266	0.083
등록신청사업	0.008	0.158	0.115	0.154	0.127	0.123	1.000	0.081	0.012	0.004
영업구분	0.052	0.378	0.389	0.107	0.305	0.307	0.081	1.000	0.213	0.051
법인여부	0.025	0.266	0.223	0.202	0.327	0.266	0.012	0.213	1.000	0.119
본점여부	0.000	0.073	0.059	0.059	0.000	0.083	0.004	0.051	0.119	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
24698	대부업	<NA>	2010-서울강남-0422	디비에스대부 유한회사	법인	07082465607	서울특별시 강남구 논현동 201번지 6호 노벨테크빌딩4층	<NA>	135010	20101224	20131224	20110525	20101224	본점	20110525
27117	대부업	<NA>	2007-서울특별시-01327(대부업)	성지대부	개인	025392063	서울특별시 강남구 역삼동 642-16 성지2차 509호	<NA>	135080	20071024	<NA>	20100903	20071016	본점	20100910
5420	대부업	유효기간만료	2018-서울성동-022(대부업)	한울타리대부	개인	02-466-7706	서울특별시 성동구 성수동2가 277번지 17호 성수아카데미타워	서울특별시 성동구 성수이로 118, 성수아카데미타워 13층 1316호 (성수동2가)	<NA>	20180718	20210719	20210719	20180718	본점	20210805
24658	대부중개업	<NA>	2008-서울특별시-01752(대부중개업)	신성캐피탈	개인	02 948 1101	서울특별시 중랑구 묵동 171-21 401호	<NA>	<NA>	20080528	20110528	20110529	<NA>	본점	20110531
17019	대부중개업	폐업	2013-서울구로-018(대부중개업)	새빛금융대부	개인	<NA>	서울특별시 구로구 천왕동 176번지 골드프라자-305	<NA>	152130	20130318	20160318	20131230	20130318	본점	20131231
10610	대부업	폐업	2016-서울종로-00036(대부업)	주)종로대부중개	법인	.	<NA>	서울특별시 종로구 종로 145-1 (종로3가)	<NA>	20161020	20191020	20170522	20161020	본점	20170523
26186	대부업	<NA>	2009-서울특별시-01845(대부업)	(주)효신기업대부	법인	<NA>	서울특별시 서초구 양재동 275번지 4호 투윈타워빌딩 B동 223호	<NA>	<NA>	20090806	<NA>	20101213	20090806	본점	20101213
13706	대부업	직권취소	2014-서울강남-0068	대산대부업	개인	02-501-5550	서울특별시 강남구 개포동 1234번지 11호 에이스빌라-302	서울특별시 강남구 논현로18길 14-15, 302호 (개포동, 에이스빌라)	135964	20140428	20170428	20151113	20140428	본점	20151118
16117	대부업	직권취소	2013-서울양천-00024(대부업)	소나무 대부	개인	<NA>	서울특별시 양천구 신정동 897번지 5호 -408	서울특별시 양천구 국회대로 252, 408호 (신정동)	158070	20130422	20160422	20140605	20130422	본점	20140605
30013	<NA>	<NA>	2007-서울특별시-00227	현대	개인	64951698	서울특별시 동대문구 장안동 319-3 신부아)201호	<NA>	130100	20070213	<NA>	20091116	20070202	본점	20091117

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
24816	대부업	<NA>	2009-서울특별시-00740(대부업)	태영대부	개인	025488528	서울특별시 강남구 논현동 167번지 11호 B01호	<NA>	135010	20090514	20120514	20100927	20090514	본점	20110506
29269	대부업	<NA>	2009-서울특별시-00327(대부업)	슈퍼스타	개인	<NA>	서울특별시 마포구 상암동 1505	<NA>	<NA>	20090210	<NA>	20091229	<NA>	본점	20091230
2010	대부중개업	영업중	2021-서울강서-0016(대부중개업)	우주에셋대부 주식회사	법인	<NA>	서울특별시 강서구 화곡동 98번지 1호	서울특별시 강서구 화곡로 216, 202호 (화곡동)	<NA>	20230808	20260808	<NA>	20200908	본점	20230810
6334	대부중개업	타시군구이관	2020-서울강남-0035(대부중개업)	팜페로파이낸스대부(주)	법인	02-6951-1551	서울특별시 강남구 역삼동 826번지 38호	서울특별시 강남구 테헤란로4길 38-3, 901호 (역삼동)	<NA>	20200324	20230324	20200914	20200324	본점	20200914
2583	대부중개업	영업중	2023-서울마포-0023(대부중개업)	(주)다원캐피탈대부	법인	02-737-2882	서울특별시 마포구 염리동 164번지 4호 삼부골든타워	서울특별시 마포구 독막로 295, 삼부골든타워 323호 (염리동)	<NA>	20220905	20250905	<NA>	20161018	본점	20230524
25899	대부업	<NA>	2008-서울특별시-01812(대부업)	SH파이낸셜	개인	<NA>	서울특별시 강북구 수유동 83-3	<NA>	<NA>	20080612	<NA>	20110113	<NA>	본점	20110113
801	대부중개업	폐업	2022-서울중구-0038(대부중개업)	저스트 대부	개인	02-755-7779	서울특별시 중구 명동1가 54번지 8호 개양빌딩-1401	서울특별시 중구 명동3길 6, 개양빌딩 1401호 (명동1가)	<NA>	20221205	20251205	20240202	20221205	본점	20240206
24299	대부업	<NA>	2010-서울마포-0118(대부업)	e-클릭대부	개인	3143 0314	서울특별시 마포구 성산동 251번지 4호 -201	<NA>	121250	20101119	20131119	20110713	20101119	본점	20110713
8750	대부업	타시군구이관	2016-서울강남-0280(대부업)	(주)머니핀대부	법인	070-8257-3742	서울특별시 강남구 역삼동 702번지 2호	서울특별시 강남구 테헤란로 309, 2020호 (역삼동, 삼성제일빌딩)	<NA>	20160923	20190923	20180720	20160923	본점	20180720
21854	대부중개업	타시군구이관	2011-서울도봉-0023(대부중개업)	Dream and Future 대부중개	개인	<NA>	서울특별시 도봉구 창동 624번지 1호 102 북한산현대홈시티-707	<NA>	132040	20110318	20140318	20120423	20110318	본점	20120423

Most frequently occurring

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자	# duplicates
0	대부업	<NA>	2009-서울특별시-02231(대부업)	한빛투자금융대부	개인	025638488	서울특별시 은평구 구산동 177번지 2호 명성골든빌 A-502호	<NA>	<NA>	20090918	<NA>	20100211	20090918	본점	20100604	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Dash Punctuation

Open Punctuation

Close Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Lowercase Letter

Decimal Number

Other Punctuation

Close Punctuation

Open Punctuation

Space Separator

Dash Punctuation

Other Symbol

Math Symbol

Letter Number

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Han

Most occurring blocks

Most frequent character per block

Hangul

ASCII

None

CJK

Compat Jamo

Number Forms

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Other Punctuation

Math Symbol

Uppercase Letter

Dash Punctuation

Space Separator

Close Punctuation

Open Punctuation

Modifier Symbol

Most occurring scripts

Most frequent character per script

Common

Hangul

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

None